A PORTABLE POTENTIOMETRIC ELECTRONIC TONGUE LEVERAGING SMARTPHONE AND CLOUD PLATFORMS

被引:0
|
作者
Ruch, Patrick W. [1 ]
Hu, Rui [1 ]
Capua, Luca [1 ]
Temiz, Yuksel [1 ]
Paredes, Stephan [1 ]
Lopez, Antonio [2 ]
Barroso, Jorge [2 ]
Cox, Aaron [2 ]
Nakamura, Eiji [3 ]
Matsumoto, Keiji [3 ]
机构
[1] IBM Res Zurich, Saumerstr 4, CH-8803 Ruschlikon, Switzerland
[2] IBM Corp, TJ Watson Res Ctr, Yorktown Hts, NY 10598 USA
[3] IBM Res Tokyo, Kawasaki, Kanagawa 2120032, Japan
关键词
Electronic tongue; polymer; electrodeposition; smartphone; cloud computing;
D O I
暂无
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Electronic tongues based on potentiometry offer the prospect of rapid and continuous chemical fingerprinting for portable and remote systems. The present contribution presents a technology platform including a miniaturized electronic tongue based on electropolymerized ion-sensitive films, microcontroller-based data acquisition, a smartphone interface and cloud computing back-end for data storage and deployment of machine learning models. The sensor array records a series of differential voltages without use of a true reference electrode and the resulting time-series potentiometry data is used to train supervised machine learning algorithms. For trained systems, inferencing tasks such as the classification of liquids are realized within less than 1 minute including data acquisition at the edge and inference using the cloud-deployed machine learning model. Preliminary demonstration of the complete electronic tongue technology stack is reported for the classification of beverages and mineral water.
引用
收藏
页码:195 / 197
页数:3
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